Giter Site home page Giter Site logo

boyleerock / anime-recommender-with-your-mood Goto Github PK

View Code? Open in Web Editor NEW
1.0 1.0 0.0 10.04 MB

I develop a more advanced recommendation engine by combining the real-time emotion detection and gesture recognition system with these methods

Python 1.27% Jupyter Notebook 98.73%
emotion-recognition recommendation-system recommender-system emotion-classification emotion-detection

anime-recommender-with-your-mood's Introduction

Anime-Recommender-with-your-Mood

Recommendation system plays an important role in various industries such as music applications, video platforms, food delivery and so on. After I learnt from different kinds of methods to implement recommendation systems, I consider that the limitation of these methods exist because the data and reference that they used in these methods do not include the user’s mood at the moment they are watching or using the product. Therefore, in this project plan, not only understanding some of the recommendation methods, I would also like to develop a more advanced recommendation engine by combining the real-time emotion detection and gesture recognition system with these methods.

Final report >> Click here

METHODOLOGY

Recommendation System Methods

  1. Popular-based approach
  2. Content-based filtering approach
  3. Collaborative filtering using k-Nearest Neighbors approach

Emotion classification and detection

  1. CNN model
  2. vgg16
  3. Resnet50
  4. mobilenet

Result

emotion.detection.mp4

User gesture recognition

  1. Gesture recognition
gesture_recognition.mp4

anime-recommender-with-your-mood's People

Contributors

boyleerock avatar

Stargazers

 avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.